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        向量连接一切：Milvus 重磅会议即将上线，敬请期待
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                  Created <relative-time datetime="Tue, 22 Oct 2019 10:24:00 &#43;0800"
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                    Tue, 22 Oct 2019 10:24:00 &#43;0800</relative-time>

                  
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                <article class="markdown-body entry-content container-lg"><img src="https://repository-images.githubusercontent.com/208728772/998c09ca-cfa6-4c01-ac75-3dfad7f4862b" alt="Milvus banner">
<div class="column" align="middle">
  <a href="https://join.slack.com/t/milvusio/shared_invite/zt-e0u4qu3k-bI2GDNys3ZqX1YCJ9OM~GQ">
    <img src="https://img.shields.io/badge/Join-Slack-orange" alt="join-slack"/>
  </a>
  <img src="https://img.shields.io/github/license/milvus-io/milvus" alt="license"/>
  <img src="https://img.shields.io/docker/pulls/milvusdb/milvus" alt="docker-pull-count" />
</div>
<h1 id="欢迎来到-milvus">欢迎来到 Milvus</h1>
<h2 id="milvus-是什么">Milvus 是什么</h2>
<p>Milvus 是一款全球领先的开源向量数据库，赋能 AI 应用和向量相似度搜索，加速非结构化数据检索。用户在任何部署环境中均可获得始终如一的用户体验。</p>
<p>Milvus 2.0 是一款云原生向量数据库，采用存储与计算分离的架构设计。该重构版本的所有组件均为无状态组件，极大地增强了系统弹性和灵活性。更多系统架构细节，参考 <a href="https://milvus.io/cn/docs/architecture_overview.md">Milvus 系统架构</a>。</p>
<p>Milvus 基于 <a href="https://github.com/milvus-io/milvus/blob/master/LICENSE">Apache 2.0 License</a> 协议发布，于 2019 年 10 月正式开源，是 <a href="https://lfaidata.foundation/">LF AI &amp; Data 基金会</a> 的毕业项目。</p>
<h2 id="产品亮点">产品亮点</h2>
<details>
  <summary><b>针对万亿级向量的毫秒级搜索</b></summary>
  完成万亿条向量数据搜索的平均延迟以毫秒计。
  </details>
<details>
  <summary><b>简化的非结构化数据管理</b></summary>
  <li>一整套专为数据科学工作流设计的 API。</li><li>无论是笔记本、本地集群还是云服务器，始终如一的跨平台用户体验。</li><li>可以在任何场景下实现实时搜索与分析。</li>
  </details>
<details>
  <summary><b>稳定可靠的用户体验</b></summary>
  Milvus 具有故障转移和故障恢复的机制，即使服务中断，也能确保数据和应用的业务连续性。
  </details>
<details>
  <summary><b>高度可扩展，弹性伸缩</b></summary>
  组件级别的高扩展性，支持精准扩展。
  </details>
<details>
  <summary><b>混合查询</b></summary>
  除了向量以外，Milvus还支持布尔值、整型、浮点等数据类型。在 Milvus 中，一个 collection 可以包含多个字段来代表数据特征或属性。Milvus 还支持在向量相似度检索过程中进行标量字段过滤。
  </details>
<details>
  <summary><b>基于 Lambda 架构的流批一体式数据存储</b></summary>
  Milvus 在存储数据时支持流处理和批处理两种方式，兼顾了流处理的时效性和批处理的效率。统一的对外接口使得向量相似度查询更为便捷。
  </details>
<details>
  <summary><b>广受社区支持和业界认可</b></summary>
  Milvus 项目在 GitHub 上获星超 8000，拥有逾 1000 家企业用户，还有活跃的开源社区。Milvus 由 <a href="https://lfaidata.foundation/">LF AI & Data 基金会</a> 背书，是该基金会的毕业项目。
  </details>
<h2 id="快速开始">快速开始</h2>
<h3 id="启动-milvus">启动 Milvus</h3>
<ul>
<li>
<p><a href="https://milvus.io/cn/docs/v2.0.0/install_standalone-docker.md">安装 Milvus 单机版</a></p>
</li>
<li>
<p><a href="https://milvus.io/cn/docs/v2.0.0/install_cluster-docker.md">安装 Milvus 分布式版本</a></p>
</li>
</ul>
<h3 id="源码编译-milvus">源码编译 Milvus</h3>
<p>请先安装相关依赖。</p>
<pre tabindex="0"><code>go: 1.18
cmake: &gt;=3.18
gcc: 7.5
protobuf: &gt;=3.7
</code></pre><p>克隆 Milvus 项目并编译。</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl"><span class="c1"># 克隆项目</span>
</span></span><span class="line"><span class="cl">$ git clone https://github.com/milvus-io/milvus.git
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="c1"># 安装第三方依赖</span>
</span></span><span class="line"><span class="cl">$ <span class="nb">cd</span> milvus/
</span></span><span class="line"><span class="cl">$ ./scripts/install_deps.sh
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="c1"># 编译 Milvus 单机版</span>
</span></span><span class="line"><span class="cl">$ make milvus
</span></span></code></pre></div><p>获取更多内容，请阅读 <a href="https://github.com/milvus-io/milvus/blob/master/DEVELOPMENT.md">开发者文档</a>。</p>
<blockquote>
<p><strong>注意</strong> 主分支用于 Milvus v2.0 代码开发。Milvus v1.0 于 2021 年 3 月 9 日发布，是 Milvus 的首个长期支持（LTS）版本。如需使用 Milvus 1.0，请切换至 <a href="https://github.com/milvus-io/milvus/tree/1.0">1.0 分支</a>。</p>
</blockquote>
<h2 id="milvus-20功能增加性能升级">Milvus 2.0：功能增加、性能升级</h2>
<p>详见 <a href="https://github.com/milvus-io/milvus/blob/master/milvus20vs1x.md">Milvus 2.0 vs. 1.x</a> 。</p>
<h2 id="入门指南">入门指南</h2>
<h3 id="应用场景">应用场景</h3>
<table>
  <tr>
    <td width="30%">
      <a href="https://milvus.io/milvus-demos">
        <img src="https://assets.zilliz.com/image_search_59a64e4f22.gif" />
      </a>
    </td>
    <td width="30%">
<a href="https://milvus.io/milvus-demos">
<img src="https://assets.zilliz.com/qa_df5ee7bd83.gif" />
</a>
    </td>
    <td width="30%">
<a href="https://milvus.io/milvus-demos">
<img src="https://assets.zilliz.com/mole_search_76f8340572.gif" />
</a>
    </td>
  </tr>
  <tr>
    <th>
      <a href="https://milvus.io/milvus-demos">以图搜图系统</a>
    </th>
    <th>
      <a href="https://milvus.io/milvus-demos">智能问答机器人</a>
    </th>
    <th>
      <a href="https://milvus.io/milvus-demos">分子式检索系统</a>
    </th>
  </tr>
</table>
<h4 id="以图搜图系统">以图搜图系统</h4>
<p>从海量图片中快速检索最相似图片。</p>
<h4 id="智能问答机器人">智能问答机器人</h4>
<p>交互式智能问答机器人帮助用户节省时间和用人成本。</p>
<h4 id="分子式检索系统">分子式检索系统</h4>
<p>迅速检索相似化学分子式。</p>
<h2 id="训练营">训练营</h2>
<p>Milvus <a href="https://github.com/milvus-io/bootcamp">训练营</a>能够帮助你了解向量数据库的操作及各种应用场景。通过 Milvus 训练营探索如何进行 Milvus 性能测评，搭建智能问答机器人、推荐系统、以图搜图系统、分子式检索系统等。</p>
<h2 id="贡献代码">贡献代码</h2>
<p>欢迎向 Milvus 社区贡献你的代码。代码贡献流程或提交补丁等相关信息详见 <a href="https://github.com/milvus-io/milvus/blob/master/CONTRIBUTING.md">代码贡献准则</a>。参考 <a href="https://github.com/milvus-io/community">社区仓库</a> 了解社区管理准则并获取更多社区资源。</p>
<h3 id="all-contributors">All contributors</h3>
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<a href="https://github.com/0xflotus"><img src="https://avatars.githubusercontent.com/u/26602940?v=4" width="30px" /></a>
<a href="https://github.com/ABNER-1"><img src="https://avatars.githubusercontent.com/u/24547351?v=4" width="30px" /></a>
<a href="https://github.com/Accagain2014"><img src="https://avatars.githubusercontent.com/u/9635216?v=4" width="30px" /></a>
<a href="https://github.com/AliDotS"><img src="https://avatars.githubusercontent.com/u/33119433?v=4" width="30px" /></a>
<a href="https://github.com/AllenYu1987"><img src="https://avatars.githubusercontent.com/u/12489985?v=4" width="30px" /></a>
<a href="https://github.com/Anosh21"><img src="https://avatars.githubusercontent.com/u/90505226?v=4" width="30px" /></a>
<a href="https://github.com/Aredcap"><img src="https://avatars.githubusercontent.com/u/40494761?v=4" width="30px" /></a>
<a href="https://github.com/BUPTAnderson"><img src="https://avatars.githubusercontent.com/u/13449703?v=4" width="30px" /></a>
<a href="https://github.com/Ben-Aaron-Bio-Rad"><img src="https://avatars.githubusercontent.com/u/54123439?v=4" width="30px" /></a>
<a href="https://github.com/Bennu-Li"><img src="https://avatars.githubusercontent.com/u/53458891?v=4" width="30px" /></a>
<a href="https://github.com/Biki-das"><img src="https://avatars.githubusercontent.com/u/72331432?v=4" width="30px" /></a>
<a href="https://github.com/BossZou"><img src="https://avatars.githubusercontent.com/u/40255591?v=4" width="30px" /></a>
<a href="https://github.com/Chisdo"><img src="https://avatars.githubusercontent.com/u/36720318?v=4" width="30px" /></a>
<a href="https://github.com/ChunelFeng"><img src="https://avatars.githubusercontent.com/u/37905059?v=4" width="30px" /></a>
<a href="https://github.com/Cupchen"><img src="https://avatars.githubusercontent.com/u/34762375?v=4" width="30px" /></a>
<a href="https://github.com/DanielHuang1983"><img src="https://avatars.githubusercontent.com/u/4417873?v=4" width="30px" /></a>
<a href="https://github.com/Deep1Shikha"><img src="https://avatars.githubusercontent.com/u/47516502?v=4" width="30px" /></a>
<a href="https://github.com/DerekChia"><img src="https://avatars.githubusercontent.com/u/1457728?v=4" width="30px" /></a>
<a href="https://github.com/DingQK"><img src="https://avatars.githubusercontent.com/u/58072531?v=4" width="30px" /></a>
<a href="https://github.com/DiptoChakrabarty"><img src="https://avatars.githubusercontent.com/u/45638240?v=4" width="30px" /></a>
<a href="https://github.com/Emma-Song"><img src="https://avatars.githubusercontent.com/u/64460989?v=4" width="30px" /></a>
<a href="https://github.com/EricStarer"><img src="https://avatars.githubusercontent.com/u/34002927?v=4" width="30px" /></a>
<a href="https://github.com/Fierralin"><img src="https://avatars.githubusercontent.com/u/8857059?v=4" width="30px" /></a>
<a href="https://github.com/FluorineDog"><img src="https://avatars.githubusercontent.com/u/15663612?v=4" width="30px" /></a>
<a href="https://github.com/Giriraj-Roy"><img src="https://avatars.githubusercontent.com/u/88903134?v=4" width="30px" /></a>
<a href="https://github.com/Googleaa"><img src="https://avatars.githubusercontent.com/u/55842817?v=4" width="30px" /></a>
<a href="https://github.com/Gracieeea"><img src="https://avatars.githubusercontent.com/u/50101579?v=4" width="30px" /></a>
<a href="https://github.com/GuanyunFeng"><img src="https://avatars.githubusercontent.com/u/40229765?v=4" width="30px" /></a>
<a href="https://github.com/GuoRentong"><img src="https://avatars.githubusercontent.com/u/57477222?v=4" width="30px" /></a>
<a href="https://github.com/GuyKh"><img src="https://avatars.githubusercontent.com/u/3136012?v=4" width="30px" /></a>
<a href="https://github.com/Hard-Coder05"><img src="https://avatars.githubusercontent.com/u/54059881?v=4" width="30px" /></a>
<a href="https://github.com/Heisenberg-Y"><img src="https://avatars.githubusercontent.com/u/35055583?v=4" width="30px" /></a>
<a href="https://github.com/HesterG"><img src="https://avatars.githubusercontent.com/u/17645053?v=4" width="30px" /></a>
<a href="https://github.com/HuangHua"><img src="https://avatars.githubusercontent.com/u/2274405?v=4" width="30px" /></a>
<a href="https://github.com/JackLCL"><img src="https://avatars.githubusercontent.com/u/53512883?v=4" width="30px" /></a>
<a href="https://github.com/JadeFlute0127"><img src="https://avatars.githubusercontent.com/u/35321989?v=4" width="30px" /></a>
<a href="https://github.com/Javajava1"><img src="https://avatars.githubusercontent.com/u/29594737?v=4" width="30px" /></a>
<a href="https://github.com/JinHai-CN"><img src="https://avatars.githubusercontent.com/u/33142505?v=4" width="30px" /></a>
<a href="https://github.com/Juneezee"><img src="https://avatars.githubusercontent.com/u/20135478?v=4" width="30px" /></a>
<a href="https://github.com/Lin-gh-Saint"><img src="https://avatars.githubusercontent.com/u/64019322?v=4" width="30px" /></a>
<a href="https://github.com/LionelDong"><img src="https://avatars.githubusercontent.com/u/7533395?v=4" width="30px" /></a>
<a href="https://github.com/LocoRichard"><img src="https://avatars.githubusercontent.com/u/81553353?v=4" width="30px" /></a>
<a href="https://github.com/LoveEachDay"><img src="https://avatars.githubusercontent.com/u/1573213?v=4" width="30px" /></a>
<a href="https://github.com/MXDA"><img src="https://avatars.githubusercontent.com/u/47274057?v=4" width="30px" /></a>
<a href="https://github.com/NavanshGoel"><img src="https://avatars.githubusercontent.com/u/74401713?v=4" width="30px" /></a>
<a href="https://github.com/NicoYuan1986"><img src="https://avatars.githubusercontent.com/u/109071306?v=4" width="30px" /></a>
<a href="https://github.com/NotRyan"><img src="https://avatars.githubusercontent.com/u/5742796?v=4" width="30px" /></a>
<a href="https://github.com/PahudPlus"><img src="https://avatars.githubusercontent.com/u/64403786?v=4" width="30px" /></a>
<a href="https://github.com/QipengZhou"><img src="https://avatars.githubusercontent.com/u/5410298?v=4" width="30px" /></a>
<a href="https://github.com/RafaelDSS"><img src="https://avatars.githubusercontent.com/u/27598602?v=4" width="30px" /></a>
<a href="https://github.com/RangerCD"><img src="https://avatars.githubusercontent.com/u/6872198?v=4" width="30px" /></a>
<a href="https://github.com/ReigenAraka"><img src="https://avatars.githubusercontent.com/u/57280231?v=4" width="30px" /></a>
<a href="https://github.com/RosieZhang12"><img src="https://avatars.githubusercontent.com/u/106942883?v=4" width="30px" /></a>
<a href="https://github.com/RyanWei"><img src="https://avatars.githubusercontent.com/u/9876551?v=4" width="30px" /></a>
<a href="https://github.com/SCKCZJ2018"><img src="https://avatars.githubusercontent.com/u/29282370?v=4" width="30px" /></a>
<a href="https://github.com/SarthakJain26"><img src="https://avatars.githubusercontent.com/u/45846277?v=4" width="30px" /></a>
<a href="https://github.com/SimFG"><img src="https://avatars.githubusercontent.com/u/21985684?v=4" width="30px" /></a>
<a href="https://github.com/SkyYang"><img src="https://avatars.githubusercontent.com/u/4702509?v=4" width="30px" /></a>
<a href="https://github.com/SnowyOwl-KHY"><img src="https://avatars.githubusercontent.com/u/10348819?v=4" width="30px" /></a>
<a href="https://github.com/SwaggySong"><img src="https://avatars.githubusercontent.com/u/36157116?v=4" width="30px" /></a>
<a href="https://github.com/Thor-ChenBiao"><img src="https://avatars.githubusercontent.com/u/104345188?v=4" width="30px" /></a>
<a href="https://github.com/ThreadDao"><img src="https://avatars.githubusercontent.com/u/27288593?v=4" width="30px" /></a>
<a href="https://github.com/ThyeeZz"><img src="https://avatars.githubusercontent.com/u/41352919?v=4" width="30px" /></a>
<a href="https://github.com/Tlincy"><img src="https://avatars.githubusercontent.com/u/11934432?v=4" width="30px" /></a>
<a href="https://github.com/Tumao727"><img src="https://avatars.githubusercontent.com/u/20420181?v=4" width="30px" /></a>
<a href="https://github.com/Writtic"><img src="https://avatars.githubusercontent.com/u/11371498?v=4" width="30px" /></a>
<a href="https://github.com/Xieql"><img src="https://avatars.githubusercontent.com/u/45359033?v=4" width="30px" /></a>
<a href="https://github.com/XuPeng-SH"><img src="https://avatars.githubusercontent.com/u/39627130?v=4" width="30px" /></a>
<a href="https://github.com/XuanYang-cn"><img src="https://avatars.githubusercontent.com/u/51370125?v=4" width="30px" /></a>
<a href="https://github.com/YiyunNi"><img src="https://avatars.githubusercontent.com/u/74396087?v=4" width="30px" /></a>
<a href="https://github.com/Yukikaze-CZR"><img src="https://avatars.githubusercontent.com/u/48198922?v=4" width="30px" /></a>
<a href="https://github.com/Zach41"><img src="https://avatars.githubusercontent.com/u/3941604?v=4" width="30px" /></a>
<a href="https://github.com/ZhaoBQ"><img src="https://avatars.githubusercontent.com/u/35092554?v=4" width="30px" /></a>
<a href="https://github.com/aakejiang"><img src="https://avatars.githubusercontent.com/u/68629395?v=4" width="30px" /></a>
<a href="https://github.com/aaronjin2010"><img src="https://avatars.githubusercontent.com/u/48044391?v=4" width="30px" /></a>
<a href="https://github.com/aharonh"><img src="https://avatars.githubusercontent.com/u/350928?v=4" width="30px" /></a>
<a href="https://github.com/akihoni"><img src="https://avatars.githubusercontent.com/u/36330442?v=4" width="30px" /></a>
<a href="https://github.com/alwayslove2013"><img src="https://avatars.githubusercontent.com/u/22510720?v=4" width="30px" /></a>
<a href="https://github.com/anchun"><img src="https://avatars.githubusercontent.com/u/2356895?v=4" width="30px" /></a>
<a href="https://github.com/aoiasd"><img src="https://avatars.githubusercontent.com/u/45024769?v=4" width="30px" /></a>
<a href="https://github.com/ashyshyshyman"><img src="https://avatars.githubusercontent.com/u/50362613?v=4" width="30px" /></a>
<a href="https://github.com/avats-dev"><img src="https://avatars.githubusercontent.com/u/35889327?v=4" width="30px" /></a>
<a href="https://github.com/avsolatorio"><img src="https://avatars.githubusercontent.com/u/3009596?v=4" width="30px" /></a>
<a href="https://github.com/become-nice"><img src="https://avatars.githubusercontent.com/u/56624819?v=4" width="30px" /></a>
<a href="https://github.com/bigsheeper"><img src="https://avatars.githubusercontent.com/u/42060877?v=4" width="30px" /></a>
<a href="https://github.com/binbin12580"><img src="https://avatars.githubusercontent.com/u/30914966?v=4" width="30px" /></a>
<a href="https://github.com/binbinlv"><img src="https://avatars.githubusercontent.com/u/83755740?v=4" width="30px" /></a>
<a href="https://github.com/bo-huang"><img src="https://avatars.githubusercontent.com/u/24309515?v=4" width="30px" /></a>
<a href="https://github.com/caosiyang"><img src="https://avatars.githubusercontent.com/u/2155120?v=4" width="30px" /></a>
<a href="https://github.com/carawaylj"><img src="https://avatars.githubusercontent.com/u/69145751?v=4" width="30px" /></a>
<a href="https://github.com/cbuescher"><img src="https://avatars.githubusercontent.com/u/10398885?v=4" width="30px" /></a>
<a href="https://github.com/chengpu"><img src="https://avatars.githubusercontent.com/u/2233492?v=4" width="30px" /></a>
<a href="https://github.com/chensanle"><img src="https://avatars.githubusercontent.com/u/31087327?v=4" width="30px" /></a>
<a href="https://github.com/chenxingqiang"><img src="https://avatars.githubusercontent.com/u/12387235?v=4" width="30px" /></a>
<a href="https://github.com/chinamcafee"><img src="https://avatars.githubusercontent.com/u/3439961?v=4" width="30px" /></a>
<a href="https://github.com/cjrh"><img src="https://avatars.githubusercontent.com/u/480395?v=4" width="30px" /></a>
<a href="https://github.com/claireyuw"><img src="https://avatars.githubusercontent.com/u/83751381?v=4" width="30px" /></a>
<a href="https://github.com/codacy-badger"><img src="https://avatars.githubusercontent.com/u/23704769?v=4" width="30px" /></a>
<a href="https://github.com/codenoid"><img src="https://avatars.githubusercontent.com/u/14269809?v=4" width="30px" /></a>
<a href="https://github.com/congqixia"><img src="https://avatars.githubusercontent.com/u/84113973?v=4" width="30px" /></a>
<a href="https://github.com/corest"><img src="https://avatars.githubusercontent.com/u/1071648?v=4" width="30px" /></a>
<a href="https://github.com/cqy123456"><img src="https://avatars.githubusercontent.com/u/39671710?v=4" width="30px" /></a>
<a href="https://github.com/cxie"><img src="https://avatars.githubusercontent.com/u/653101?v=4" width="30px" /></a>
<a href="https://github.com/cxytz01"><img src="https://avatars.githubusercontent.com/u/18002438?v=4" width="30px" /></a>
<a href="https://github.com/cydrain"><img src="https://avatars.githubusercontent.com/u/3992404?v=4" width="30px" /></a>
<a href="https://github.com/czhen-zilliz"><img src="https://avatars.githubusercontent.com/u/83751452?v=4" width="30px" /></a>
<a href="https://github.com/czpmango"><img src="https://avatars.githubusercontent.com/u/26356194?v=4" width="30px" /></a>
<a href="https://github.com/czs007"><img src="https://avatars.githubusercontent.com/u/59249785?v=4" width="30px" /></a>
<a href="https://github.com/dariocurr"><img src="https://avatars.githubusercontent.com/u/48800335?v=4" width="30px" /></a>
<a href="https://github.com/dd-He"><img src="https://avatars.githubusercontent.com/u/24242249?v=4" width="30px" /></a>
<a href="https://github.com/dddddai"><img src="https://avatars.githubusercontent.com/u/41563853?v=4" width="30px" /></a>
<a href="https://github.com/del-zhenwu"><img src="https://avatars.githubusercontent.com/u/56623710?v=4" width="30px" /></a>
<a href="https://github.com/donno2048"><img src="https://avatars.githubusercontent.com/u/61805754?v=4" width="30px" /></a>
<a href="https://github.com/douglarek"><img src="https://avatars.githubusercontent.com/u/1488134?v=4" width="30px" /></a>
<a href="https://github.com/drow931"><img src="https://avatars.githubusercontent.com/u/11514434?v=4" width="30px" /></a>
<a href="https://github.com/dvzubarev"><img src="https://avatars.githubusercontent.com/u/14878830?v=4" width="30px" /></a>
<a href="https://github.com/dyhyfu"><img src="https://avatars.githubusercontent.com/u/64584368?v=4" width="30px" /></a>
<a href="https://github.com/elfisworking"><img src="https://avatars.githubusercontent.com/u/37609214?v=4" width="30px" /></a>
<a href="https://github.com/elstic"><img src="https://avatars.githubusercontent.com/u/48523564?v=4" width="30px" /></a>
<a href="https://github.com/erdustiggen"><img src="https://avatars.githubusercontent.com/u/25433850?v=4" width="30px" /></a>
<a href="https://github.com/feisiyicl"><img src="https://avatars.githubusercontent.com/u/64510805?v=4" width="30px" /></a>
<a href="https://github.com/filip-halt"><img src="https://avatars.githubusercontent.com/u/81822489?v=4" width="30px" /></a>
<a href="https://github.com/filipecaixeta"><img src="https://avatars.githubusercontent.com/u/1094052?v=4" width="30px" /></a>
<a href="https://github.com/fishpenguin"><img src="https://avatars.githubusercontent.com/u/49153041?v=4" width="30px" /></a>
<a href="https://github.com/freestsoul"><img src="https://avatars.githubusercontent.com/u/3909908?v=4" width="30px" /></a>
<a href="https://github.com/ggaaooppeenngg"><img src="https://avatars.githubusercontent.com/u/4769989?v=4" width="30px" /></a>
<a href="https://github.com/godchen0212"><img src="https://avatars.githubusercontent.com/u/67679556?v=4" width="30px" /></a>
<a href="https://github.com/goodhamgupta"><img src="https://avatars.githubusercontent.com/u/14368181?v=4" width="30px" /></a>
<a href="https://github.com/gouzil"><img src="https://avatars.githubusercontent.com/u/66515297?v=4" width="30px" /></a>
<a href="https://github.com/gracezzzzz"><img src="https://avatars.githubusercontent.com/u/56617657?v=4" width="30px" /></a>
<a href="https://github.com/grtoverflow"><img src="https://avatars.githubusercontent.com/u/8500564?v=4" width="30px" /></a>
<a href="https://github.com/gruebel"><img src="https://avatars.githubusercontent.com/u/33207684?v=4" width="30px" /></a>
<a href="https://github.com/gujun720"><img src="https://avatars.githubusercontent.com/u/53246671?v=4" width="30px" /></a>
<a href="https://github.com/guoxiangzhou"><img src="https://avatars.githubusercontent.com/u/52496626?v=4" width="30px" /></a>
<a href="https://github.com/hadim"><img src="https://avatars.githubusercontent.com/u/528003?v=4" width="30px" /></a>
<a href="https://github.com/haorenfsa"><img src="https://avatars.githubusercontent.com/u/15938850?v=4" width="30px" /></a>
<a href="https://github.com/huangjincheng2022"><img src="https://avatars.githubusercontent.com/u/98305308?v=4" width="30px" /></a>
<a href="https://github.com/ibrahimhaddad"><img src="https://avatars.githubusercontent.com/u/1656002?v=4" width="30px" /></a>
<a href="https://github.com/ireneontheway5"><img src="https://avatars.githubusercontent.com/u/75291211?v=4" width="30px" /></a>
<a href="https://github.com/iynewz"><img src="https://avatars.githubusercontent.com/u/81401074?v=4" width="30px" /></a>
<a href="https://github.com/jackyu2020"><img src="https://avatars.githubusercontent.com/u/64533877?v=4" width="30px" /></a>
<a href="https://github.com/jaelgu"><img src="https://avatars.githubusercontent.com/u/86251631?v=4" width="30px" /></a>
<a href="https://github.com/jaime0815"><img src="https://avatars.githubusercontent.com/u/4024711?v=4" width="30px" /></a>
<a href="https://github.com/jeffoverflow"><img src="https://avatars.githubusercontent.com/u/24581746?v=4" width="30px" /></a>
<a href="https://github.com/jeffreye"><img src="https://avatars.githubusercontent.com/u/1737680?v=4" width="30px" /></a>
<a href="https://github.com/jennyli-z"><img src="https://avatars.githubusercontent.com/u/93511422?v=4" width="30px" /></a>
<a href="https://github.com/jiaoew1991"><img src="https://avatars.githubusercontent.com/u/2297455?v=4" width="30px" /></a>
<a href="https://github.com/jielinxu"><img src="https://avatars.githubusercontent.com/u/52057195?v=4" width="30px" /></a>
<a href="https://github.com/jingkl"><img src="https://avatars.githubusercontent.com/u/34296482?v=4" width="30px" /></a>
<a href="https://github.com/jkx8fc"><img src="https://avatars.githubusercontent.com/u/31717785?v=4" width="30px" /></a>
<a href="https://github.com/john-h-luo"><img src="https://avatars.githubusercontent.com/u/67673717?v=4" width="30px" /></a>
<a href="https://github.com/kartikcho"><img src="https://avatars.githubusercontent.com/u/48270786?v=4" width="30px" /></a>
<a href="https://github.com/kateshaowanjou"><img src="https://avatars.githubusercontent.com/u/58837504?v=4" width="30px" /></a>
<a href="https://github.com/kilianovski"><img src="https://avatars.githubusercontent.com/u/22048793?v=4" width="30px" /></a>
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<!-- Do not remove end of hero-bot --><br>
<h2 id="milvus-文档">Milvus 文档</h2>
<p>获取更多有关安装、开发、部署和管理的指南，请查看 <a href="https://milvus.io/cn/docs">Milvus 文档</a>.</p>
<h3 id="sdk">SDK</h3>
<ul>
<li><a href="https://github.com/milvus-io/pymilvus">PyMilvus</a></li>
<li><a href="https://github.com/milvus-io/milvus-sdk-java">Java SDK</a>(开发中)</li>
<li><a href="https://github.com/milvus-io/milvus-sdk-go">Go SDK</a>(开发中)</li>
<li><a href="https://github.com/milvus-io/milvus-sdk-cpp">Cpp SDK</a>(开发中)</li>
<li><a href="https://github.com/milvus-io/milvus-sdk-node">Node SDK</a></li>
</ul>
<h3 id="attu">Attu</h3>
<p>Attu 提供了好用的图形化界面，帮助您更好的管理数据和Milvus.</p>
<ul>
<li><a href="https://github.com/zilliztech/milvus-insight#quick-start">快速开始</a></li>
</ul>
<h2 id="社区">社区</h2>
<p>欢迎加入 <a href="https://join.slack.com/t/milvusio/shared_invite/zt-e0u4qu3k-bI2GDNys3ZqX1YCJ9OM~GQ">Slack</a> 频道分享你的建议与问题。你也可以通过 <a href="https://milvus.io/cn/docs/performance_faq.md">FAQ</a> 页面，查看常见问题及解答。</p>
<p>订阅 Milvus 邮件：</p>
<ul>
<li><a href="https://lists.lfai.foundation/g/milvus-tsc">Technical Steering Committee</a></li>
<li><a href="https://lists.lfai.foundation/g/milvus-technical-discuss">Technical Discussions</a></li>
<li><a href="https://lists.lfai.foundation/g/milvus-announce">Announcement</a></li>
</ul>
<p>关注 Milvus 社交媒体：</p>
<ul>
<li><a href="https://www.zhihu.com/org/zilliz-11">知乎</a></li>
<li><a href="http://zilliz.blog.csdn.net/">CSDN</a></li>
<li><a href="http://space.bilibili.com/478166626">Bilibili</a></li>
<li><a href="https://medium.com/@milvusio">Medium</a></li>
<li><a href="https://twitter.com/milvusio">Twitter</a></li>
<li><a href="https://www.youtube.com/channel/UCMCo_F7pKjMHBlfyxwOPw-g">Youtube</a></li>
<li>Zilliz 技术交流微信群</li>
</ul>
<img src="https://assets.zilliz.com/wechat_2abac21f5a.png" alt="Wechat QR Code">
<h2 id="加入我们">加入我们</h2>
<p>Zilliz 是 Milvus 项目的幕后公司。我们正在 <a href="https://app.mokahr.com/apply/zilliz/37974#/">招聘</a> 算法、开发和全栈工程师。欢迎加入我们，让我们携手构建下一代的开源数据基础软件。</p>
<h2 id="引用">引用</h2>
<p>如需在研究论文中使用 Milvus，欢迎添加以下引用：</p>
<pre tabindex="0"><code>@inproceedings{2021milvus,
  title={Milvus: A Purpose-Built Vector Data Management System},
  author={Wang, Jianguo and Yi, Xiaomeng and Guo, Rentong and Jin, Hai and Xu, Peng and Li, Shengjun and Wang, Xiangyu and Guo, Xiangzhou and Li, Chengming and Xu, Xiaohai and others},
  booktitle={Proceedings of the 2021 International Conference on Management of Data},
  pages={2614--2627},
  year={2021}
}
</code></pre><h2 id="特别感谢">特别感谢</h2>
<p>Milvus 采用了以下依赖库:</p>
<ul>
<li>感谢 <a href="https://github.com/facebookresearch/faiss">FAISS</a> 相似性检索库。</li>
<li>感谢开源键值存储 <a href="https://github.com/coreos/etcd">etcd</a>。</li>
<li>感谢分布式信息发布/订阅平台 <a href="https://github.com/apache/pulsar">Pulsar</a>。</li>
<li>感谢存储引擎 <a href="https://github.com/facebook/rocksdb">RocksDB</a>。</li>
</ul></article>
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